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What am I not seeing? An Interactive Approach to Social Content Discovery in Microblogs

机译:我没看到什么?一种微博中社交内容发现的交互式方法

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摘要

In this paper, we focus on the informational and user experience benefits of user-driven topic exploration in microblog communities, such as Twitter, in an inspectable, controllable and personalized manner. To this end, we introduce ``HopTopics'' -- a novel interactive tool for exploring content that is popular just beyond a user's typical information horizon in a microblog, as defined by the network of individuals that they are connected to. We present results of a user study (N=122) to evaluate HopTopics with varying complexity against a typical microblog feed in both personalized and non-personalized conditions. Results show that the HopTopics system, leveraging content from both the direct and extended network of a user, succeeds in giving users a better sense of control and transparency. Moreover, participants had a poor mental model for the degree of novel content discovered when presented with non-personalized data in the Inspectable interface.
机译:在本文中,我们以可检查,可控制和个性化的方式,重点关注微博社区(如Twitter)中用户驱动的主题探索的信息和用户体验优势。为此,我们介绍了``HopTopics''-一种新颖的交互式工具,用于浏览内容,该内容仅在用户所关注的微博中超出了用户的典型信息范围,这由他们所连接的个人网络定义。我们提供了一项用户研究的结果(N = 122),以针对个性化和非个性化条件下的典型微博提要评估具有不同复杂性的HopTopics。结果表明,HopTopics系统充分利用了用户直接网络和扩展网络中的内容,成功地为用户带来了更好的控制感和透明度。此外,对于在Inspectable界面中显示非个性化数据时,参与者对于发现的新颖内容的程度而言,他们的心智模型差强人意。

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